Overview

Brought to you by YData

Dataset statistics

Number of variables	21
Number of observations	1605
Missing cells	2671
Missing cells (%)	7.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	275.9 KiB
Average record size in memory	176.0 B

Variable types

Numeric	19
Text	2

Alerts

`bod_max` is highly overall correlated with `bod_min` and 3 other fields	High correlation
`bod_min` is highly overall correlated with `bod_max`	High correlation
`conductivity_max` is highly overall correlated with `bod_max` and 1 other fields	High correlation
`conductivity_min` is highly overall correlated with `bod_max` and 1 other fields	High correlation
`do_max` is highly overall correlated with `do_min`	High correlation
`do_min` is highly overall correlated with `bod_max` and 1 other fields	High correlation
`fecal_coliform_max` is highly overall correlated with `fecal_coliform_min` and 4 other fields	High correlation
`fecal_coliform_min` is highly overall correlated with `fecal_coliform_max` and 4 other fields	High correlation
`fecal_streptococci_max` is highly overall correlated with `fecal_coliform_max` and 4 other fields	High correlation
`fecal_streptococci_min` is highly overall correlated with `fecal_coliform_max` and 3 other fields	High correlation
`nitrate_max` is highly overall correlated with `nitrate_min`	High correlation
`nitrate_min` is highly overall correlated with `nitrate_max`	High correlation
`ph_max` is highly overall correlated with `ph_min`	High correlation
`ph_min` is highly overall correlated with `ph_max`	High correlation
`total_coliform_max` is highly overall correlated with `fecal_coliform_max` and 3 other fields	High correlation
`total_coliform_min` is highly overall correlated with `fecal_coliform_max` and 4 other fields	High correlation
`state_name` has 124 (7.7%) missing values	Missing
`nitrate_min` has 56 (3.5%) missing values	Missing
`nitrate_max` has 56 (3.5%) missing values	Missing
`fecal_coliform_min` has 184 (11.5%) missing values	Missing
`fecal_coliform_max` has 185 (11.5%) missing values	Missing
`total_coliform_min` has 224 (14.0%) missing values	Missing
`total_coliform_max` has 224 (14.0%) missing values	Missing
`fecal_streptococci_min` has 766 (47.7%) missing values	Missing
`fecal_streptococci_max` has 767 (47.8%) missing values	Missing
`temp_min` is highly skewed (γ1 = 31.20516608)	Skewed
`conductivity_min` is highly skewed (γ1 = 34.51328681)	Skewed
`bod_min` is highly skewed (γ1 = 29.27994682)	Skewed
`bod_max` is highly skewed (γ1 = 27.00620253)	Skewed
`nitrate_min` is highly skewed (γ1 = 27.50700342)	Skewed
`nitrate_max` is highly skewed (γ1 = 35.10507529)	Skewed
`fecal_coliform_min` is highly skewed (γ1 = 34.37295455)	Skewed
`fecal_coliform_max` is highly skewed (γ1 = 21.59338436)	Skewed
`total_coliform_min` is highly skewed (γ1 = 33.49430653)	Skewed
`total_coliform_max` is highly skewed (γ1 = 24.02009987)	Skewed
`fecal_streptococci_max` is highly skewed (γ1 = 24.80671161)	Skewed
`bod_min` has 56 (3.5%) zeros	Zeros
`bod_max` has 52 (3.2%) zeros	Zeros
`nitrate_min` has 170 (10.6%) zeros	Zeros
`nitrate_max` has 122 (7.6%) zeros	Zeros

Reproduction

Analysis started	2025-08-31 04:45:50.735319
Analysis finished	2025-08-31 04:46:21.641173
Duration	30.91 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

station_code
Real number (ℝ)

Distinct	1604
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4516.0486

Minimum	1
Maximum	30089
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1062.2
Q1	1819
median	2951
Q3	4415
95-th percentile	10154.8
Maximum	30089
Range	30088
Interquartile range (IQR)	2596

Descriptive statistics

Standard deviation	5948.38
Coefficient of variation (CV)	1.3171647
Kurtosis	12.368924
Mean	4516.0486
Median Absolute Deviation (MAD)	1348
Skewness	3.5466915
Sum	7248258
Variance	35383224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4118	2	0.1%
1276	1	0.1%
3887	1	0.1%
2406	1	0.1%
2404	1	0.1%
1274	1	0.1%
1272	1	0.1%
2405	1	0.1%
1271	1	0.1%
1270	1	0.1%
Other values (1594)	1594	99.3%

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
4	1	0.1%
5	1	0.1%
7	1	0.1%
9	1	0.1%
10	1	0.1%
11	1	0.1%
12	1	0.1%
13	1	0.1%

Value	Count	Frequency (%)
30089	1	0.1%
30088	1	0.1%
30087	1	0.1%
30086	1	0.1%
30085	1	0.1%
30084	1	0.1%
30083	1	0.1%
30082	1	0.1%
30081	1	0.1%
30080	1	0.1%

monitoring_location
Text

Distinct	1598
Distinct (%)	99.9%
Missing	6
Missing (%)	0.4%
Memory size	25.1 KiB

Length

Max length	163
Median length	114
Mean length	48.145716
Min length	8

Characters and Unicode

Total characters	76985
Distinct characters	63
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1597 ?
Unique (%)	99.9%

Sample

1st row	mg/L mg/L Ml 100 mL
2nd row	RIVER BEAS AT U/S MANALI
3rd row	RIVER BEAS AT D/S MANALI
4th row	RIVER BEAS D/S OF WASTE PROCESSING FACILITY AT MANALI
5th row	RIVER BEAS D/S MANALSU NALLAH

Value	Count	Frequency (%)
river	1636	13.8%
at	1278	10.8%
d/s	309	2.6%
of	274	2.3%
near	259	2.2%
bridge	237	2.0%
u/s	213	1.8%
village	147	1.2%
ganga	112	0.9%
district	109	0.9%
Other values (2908)	7261	61.4%

Most occurring characters

Value	Count	Frequency (%)
A	10828	14.1%
	10236	13.3%
R	7509	9.8%
I	5252	6.8%
E	4528	5.9%
T	3782	4.9%
N	3664	4.8%
D	2650	3.4%
H	2630	3.4%
S	2434	3.2%
Other values (53)	23472	30.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	76985	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	10828	14.1%
	10236	13.3%
R	7509	9.8%
I	5252	6.8%
E	4528	5.9%
T	3782	4.9%
N	3664	4.8%
D	2650	3.4%
H	2630	3.4%
S	2434	3.2%
Other values (53)	23472	30.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	76985	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	10828	14.1%
	10236	13.3%
R	7509	9.8%
I	5252	6.8%
E	4528	5.9%
T	3782	4.9%
N	3664	4.8%
D	2650	3.4%
H	2630	3.4%
S	2434	3.2%
Other values (53)	23472	30.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	76985	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	10828	14.1%
	10236	13.3%
R	7509	9.8%
I	5252	6.8%
E	4528	5.9%
T	3782	4.9%
N	3664	4.8%
D	2650	3.4%
H	2630	3.4%
S	2434	3.2%
Other values (53)	23472	30.5%

state_name
Text

Missing

Distinct	116
Distinct (%)	7.8%
Missing	124
Missing (%)	7.7%
Memory size	25.1 KiB

Length

Max length	106
Median length	41
Mean length	11.548953
Min length	3

Characters and Unicode

Total characters	17104
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	78 ?
Unique (%)	5.3%

Sample

1st row	HIMACHAL PRADESH
2nd row	HIMACHAL PRADESH
3rd row	HIMACHAL PRADESH
4th row	HIMACHAL PRADESH
5th row	HIMACHAL PRADESH

Value	Count	Frequency (%)
pradesh	438	18.2%
madhya	152	6.3%
himachal	143	5.9%
odisha	125	5.2%
maharashtra	118	4.9%
uttar	113	4.7%
karnataka	110	4.6%
bihar	98	4.1%
assam	92	3.8%
jharkhand	60	2.5%
Other values (133)	964	40.0%

Most occurring characters

Value	Count	Frequency (%)
A	3787	22.1%
H	1760	10.3%
R	1429	8.4%
S	1103	6.4%
D	993	5.8%
	932	5.4%
T	893	5.2%
M	867	5.1%
I	702	4.1%
E	674	3.9%
Other values (23)	3964	23.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17104	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	3787	22.1%
H	1760	10.3%
R	1429	8.4%
S	1103	6.4%
D	993	5.8%
	932	5.4%
T	893	5.2%
M	867	5.1%
I	702	4.1%
E	674	3.9%
Other values (23)	3964	23.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17104	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	3787	22.1%
H	1760	10.3%
R	1429	8.4%
S	1103	6.4%
D	993	5.8%
	932	5.4%
T	893	5.2%
M	867	5.1%
I	702	4.1%
E	674	3.9%
Other values (23)	3964	23.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17104	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	3787	22.1%
H	1760	10.3%
R	1429	8.4%
S	1103	6.4%
D	993	5.8%
	932	5.4%
T	893	5.2%
M	867	5.1%
I	702	4.1%
E	674	3.9%
Other values (23)	3964	23.2%

temp_min
Real number (ℝ)

Skewed

Distinct	149
Distinct (%)	9.3%
Missing	7
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	21.876471

Minimum	0.3
Maximum	3836
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	0.3
5-th percentile	6.185
Q1	15
median	19
Q3	22
95-th percentile	27
Maximum	3836
Range	3835.7
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	109.11229
Coefficient of variation (CV)	4.9876553
Kurtosis	1020.5604
Mean	21.876471
Median Absolute Deviation (MAD)	4
Skewness	31.205166
Sum	34958.6
Variance	11905.493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	111	6.9%
22	102	6.4%
19	101	6.3%
18	97	6.0%
16	90	5.6%
21	81	5.0%
15	75	4.7%
24	72	4.5%
23	68	4.2%
25	65	4.0%
Other values (139)	736	45.9%

Value	Count	Frequency (%)
0.3	6	0.4%
0.9	3	0.2%
1.1	1	0.1%
1.2	1	0.1%
1.4	1	0.1%
2	5	0.3%
2.4	1	0.1%
2.6	4	0.2%
2.9	1	0.1%
3	7	0.4%

Value	Count	Frequency (%)
3836	1	0.1%
2115	1	0.1%
100	1	0.1%
29	8	0.5%
28.9	2	0.1%
28.7	1	0.1%
28	20	1.2%
27.5	4	0.2%
27.4	1	0.1%
27	45	2.8%

temp_max
Real number (ℝ)

Distinct	164
Distinct (%)	10.3%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	27.23325

Minimum	1.1
Maximum	39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	1.1
5-th percentile	13.5
Q1	24
median	29
Q3	31.1
95-th percentile	35
Maximum	39
Range	37.9
Interquartile range (IQR)	7.1

Descriptive statistics

Standard deviation	6.2328132
Coefficient of variation (CV)	0.22886777
Kurtosis	2.0490941
Mean	27.23325
Median Absolute Deviation (MAD)	3
Skewness	-1.2591552
Sum	43491.5
Variance	38.84796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	140	8.7%
28	126	7.9%
32	125	7.8%
29	108	6.7%
31	106	6.6%
33	72	4.5%
24	65	4.0%
27	64	4.0%
22	63	3.9%
26	63	3.9%
Other values (154)	665	41.4%

Value	Count	Frequency (%)
1.1	1	0.1%
1.8	1	0.1%
2.4	1	0.1%
2.5	2	0.1%
2.8	1	0.1%
3	1	0.1%
4	1	0.1%
4.1	2	0.1%
4.4	1	0.1%
4.7	1	0.1%

Value	Count	Frequency (%)
39	4	0.2%
38	7	0.4%
37.9	1	0.1%
37	17	1.1%
36.8	2	0.1%
36.6	1	0.1%
36.4	1	0.1%
36	36	2.2%
35.5	2	0.1%
35	29	1.8%

do_min
Real number (ℝ)

High correlation

Distinct	101
Distinct (%)	6.3%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	5.9132123

Minimum	0.3
Maximum	28.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.98
Q1	5.2
median	6.3
Q3	7.1
95-th percentile	8.2
Maximum	28.2
Range	27.9
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	2.1143517
Coefficient of variation (CV)	0.35756398
Kurtosis	14.490061
Mean	5.9132123
Median Absolute Deviation (MAD)	0.9
Skewness	0.52050182
Sum	9443.4
Variance	4.4704832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	82	5.1%
0.3	72	4.5%
7.2	68	4.2%
7.1	58	3.6%
6	56	3.5%
6.8	49	3.1%
6.2	49	3.1%
6.6	47	2.9%
6.7	46	2.9%
5	46	2.9%
Other values (91)	1024	63.8%

Value	Count	Frequency (%)
0.3	72	4.5%
0.4	3	0.2%
0.5	1	0.1%
0.6	2	0.1%
0.7	1	0.1%
0.9	1	0.1%
1	4	0.2%
1.1	4	0.2%
1.2	2	0.1%
1.4	3	0.2%

Value	Count	Frequency (%)
28.2	1	0.1%
25	1	0.1%
22	1	0.1%
11.4	1	0.1%
11.2	3	0.2%
11	1	0.1%
10.8	1	0.1%
10.2	1	0.1%
10	3	0.2%
9.8	2	0.1%

do_max
Real number (ℝ)

High correlation

Distinct	115
Distinct (%)	7.2%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	7.9230432

Minimum	0.3
Maximum	28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	0.3
5-th percentile	4.98
Q1	7.1
median	7.9
Q3	9
95-th percentile	10.8
Maximum	28
Range	27.7
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	1.9151637
Coefficient of variation (CV)	0.24172072
Kurtosis	10.087097
Mean	7.9230432
Median Absolute Deviation (MAD)	1
Skewness	-0.088591418
Sum	12653.1
Variance	3.6678521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.8	86	5.4%
7.6	67	4.2%
9.2	50	3.1%
8.2	50	3.1%
7.9	49	3.1%
8.4	47	2.9%
8	46	2.9%
8.9	44	2.7%
7.5	44	2.7%
6.2	43	2.7%
Other values (105)	1071	66.7%

Value	Count	Frequency (%)
0.3	14	0.9%
0.8	1	0.1%
1	2	0.1%
1.1	1	0.1%
1.2	2	0.1%
1.4	1	0.1%
1.5	3	0.2%
1.7	1	0.1%
1.9	2	0.1%
2.1	2	0.1%

Value	Count	Frequency (%)
28	1	0.1%
14.1	1	0.1%
13.7	3	0.2%
13.5	1	0.1%
13.2	1	0.1%
13	1	0.1%
12.7	1	0.1%
12.6	1	0.1%
12.5	1	0.1%
12.4	2	0.1%

ph_min
Real number (ℝ)

High correlation

Distinct	77
Distinct (%)	4.8%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	12.81742

Minimum	1
Maximum	755
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	1
5-th percentile	6.5
Q1	7
median	7.2
Q3	7.5
95-th percentile	8
Maximum	755
Range	754
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	43.804484
Coefficient of variation (CV)	3.4175741
Kurtosis	97.896736
Mean	12.81742
Median Absolute Deviation (MAD)	0.3
Skewness	9.1230345
Sum	20469.42
Variance	1918.8328
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.2	180	11.2%
7.3	142	8.8%
7.1	141	8.8%
7.4	133	8.3%
7	118	7.4%
7.5	112	7.0%
6.8	96	6.0%
7.6	85	5.3%
6.9	83	5.2%
7.7	75	4.7%
Other values (67)	432	26.9%

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
2.6	1	0.1%
2.7	3	0.2%
2.8	1	0.1%
3.1	1	0.1%
3.4	1	0.1%
3.6	1	0.1%
3.7	1	0.1%
3.8	3	0.2%

Value	Count	Frequency (%)
755	1	0.1%
517	1	0.1%
410	1	0.1%
404	1	0.1%
403	1	0.1%
389	1	0.1%
364	1	0.1%
348	2	0.1%
346	1	0.1%
336	1	0.1%

ph_max
Real number (ℝ)

High correlation

Distinct	78
Distinct (%)	4.9%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	20.992473

Minimum	3
Maximum	1878
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	3
5-th percentile	7.3
Q1	7.9
median	8.2
Q3	8.4
95-th percentile	8.8
Maximum	1878
Range	1875
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	104.19924
Coefficient of variation (CV)	4.9636476
Kurtosis	114.3272
Mean	20.992473
Median Absolute Deviation (MAD)	0.3
Skewness	9.8103028
Sum	33524.98
Variance	10857.482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.2	174	10.8%
8.4	158	9.8%
8.3	152	9.5%
8.5	142	8.8%
8.1	136	8.5%
8	121	7.5%
7.9	119	7.4%
7.8	96	6.0%
7.6	63	3.9%
7.5	54	3.4%
Other values (68)	382	23.8%

Value	Count	Frequency (%)
3	3	0.2%
3.2	1	0.1%
3.5	1	0.1%
4.1	1	0.1%
4.3	1	0.1%
4.5	3	0.2%
4.7	1	0.1%
4.9	1	0.1%
5.4	1	0.1%
5.5	1	0.1%

Value	Count	Frequency (%)
1878	1	0.1%
1265	1	0.1%
1080	1	0.1%
989	1	0.1%
954	1	0.1%
953	1	0.1%
864	1	0.1%
861	1	0.1%
808	1	0.1%
807	1	0.1%

conductivity_min
Real number (ℝ)

High correlation Skewed

Distinct	569
Distinct (%)	35.6%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	282.43945

Minimum	0
Maximum	34400
Zeros	7
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	0
5-th percentile	7.44
Q1	115
median	198
Q3	315
95-th percentile	761.2
Maximum	34400
Range	34400
Interquartile range (IQR)	200

Descriptive statistics

Standard deviation	898.77712
Coefficient of variation (CV)	3.182194
Kurtosis	1303.908
Mean	282.43945
Median Absolute Deviation (MAD)	93
Skewness	34.513287
Sum	451055.8
Variance	807800.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	21	1.3%
120	14	0.9%
140	13	0.8%
190	12	0.7%
102	12	0.7%
110	11	0.7%
128	11	0.7%
126	11	0.7%
210	11	0.7%
152	10	0.6%
Other values (559)	1471	91.7%

Value	Count	Frequency (%)
0	7	0.4%
1	21	1.3%
1.1	7	0.4%
1.2	9	0.6%
1.3	2	0.1%
1.4	2	0.1%
1.5	3	0.2%
1.7	1	0.1%
1.8	3	0.2%
1.9	1	0.1%

Value	Count	Frequency (%)
34400	1	0.1%
5908	1	0.1%
2612	1	0.1%
1769	1	0.1%
1656	1	0.1%
1567	1	0.1%
1434	1	0.1%
1413	1	0.1%
1384	1	0.1%
1360	1	0.1%

conductivity_max
Real number (ℝ)

High correlation

Distinct	940
Distinct (%)	58.9%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	1138.2594

Minimum	0
Maximum	54200
Zeros	7
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	0
5-th percentile	13.8
Q1	245
median	440
Q3	768
95-th percentile	2525.6
Maximum	54200
Range	54200
Interquartile range (IQR)	523

Descriptive statistics

Standard deviation	4001.248
Coefficient of variation (CV)	3.5152338
Kurtosis	91.968671
Mean	1138.2594
Median Absolute Deviation (MAD)	239
Skewness	9.0976796
Sum	1817800.3
Variance	16009985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
264	8	0.5%
280	8	0.5%
518	8	0.5%
240	8	0.5%
2.6	7	0.4%
0	7	0.4%
190	7	0.4%
176	7	0.4%
178	7	0.4%
716	6	0.4%
Other values (930)	1524	95.0%
(Missing)	8	0.5%

Value	Count	Frequency (%)
0	7	0.4%
1	5	0.3%
1.5	1	0.1%
1.6	2	0.1%
1.8	1	0.1%
1.9	1	0.1%
2	1	0.1%
2.3	2	0.1%
2.4	4	0.2%
2.5	5	0.3%

Value	Count	Frequency (%)
54200	1	0.1%
53650	1	0.1%
44100	1	0.1%
42600	1	0.1%
42210	1	0.1%
41900	1	0.1%
40570	1	0.1%
37450	1	0.1%
36540	1	0.1%
36200	1	0.1%

bod_min
Real number (ℝ)

High correlation Skewed Zeros

Distinct	108
Distinct (%)	6.8%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	197.5817

Minimum	0
Maximum	170000
Zeros	56
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1.1
Q3	2
95-th percentile	6.22
Maximum	170000
Range	170000
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	5214.2161
Coefficient of variation (CV)	26.390178
Kurtosis	879.59653
Mean	197.5817
Median Absolute Deviation (MAD)	0.1
Skewness	29.279947
Sum	315537.97
Variance	27188050
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	620	38.6%
1.1	110	6.9%
2	102	6.4%
1.2	89	5.5%
3	58	3.6%
0	56	3.5%
1.8	46	2.9%
1.4	43	2.7%
1.3	43	2.7%
2.1	35	2.2%
Other values (98)	395	24.6%

Value	Count	Frequency (%)
0	56	3.5%
0.3	7	0.4%
0.32	1	0.1%
0.33	1	0.1%
0.52	1	0.1%
0.55	1	0.1%
0.58	1	0.1%
0.61	1	0.1%
0.62	2	0.1%
0.66	1	0.1%

Value	Count	Frequency (%)
170000	1	0.1%
120000	1	0.1%
9300	1	0.1%
6100	1	0.1%
5500	1	0.1%
572	1	0.1%
306	1	0.1%
200	1	0.1%
180	1	0.1%
48	1	0.1%

bod_max
Real number (ℝ)

High correlation Skewed Zeros

Distinct	172
Distinct (%)	10.8%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	674.1144

Minimum	0
Maximum	470000
Zeros	52
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1.7
median	2.6
Q3	3.8
95-th percentile	21
Maximum	470000
Range	470000
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	15473.463
Coefficient of variation (CV)	22.953764
Kurtosis	757.96073
Mean	674.1144
Median Absolute Deviation (MAD)	1
Skewness	27.006203
Sum	1076560.7
Variance	2.3942805 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	158	9.8%
2	70	4.4%
2.8	69	4.3%
3	69	4.3%
2.5	64	4.0%
2.6	64	4.0%
2.4	60	3.7%
0	52	3.2%
1.9	49	3.1%
2.9	47	2.9%
Other values (162)	895	55.8%

Value	Count	Frequency (%)
0	52	3.2%
0.3	5	0.3%
0.32	1	0.1%
0.62	1	0.1%
0.75	1	0.1%
0.78	1	0.1%
0.88	1	0.1%
0.89	1	0.1%
1	158	9.8%
1.1	19	1.2%

Value	Count	Frequency (%)
470000	1	0.1%
380000	1	0.1%
100000	1	0.1%
81000	1	0.1%
31000	1	0.1%
5500	1	0.1%
560	1	0.1%
294	1	0.1%
145	1	0.1%
131	1	0.1%

nitrate_min
Real number (ℝ)

High correlation Missing Skewed Zeros

Distinct	216
Distinct (%)	13.9%
Missing	56
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%
Mean	373.63478

Minimum	0
Maximum	230000
Zeros	170
Zeros (%)	10.6%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.3
median	0.32
Q3	0.62
95-th percentile	2.632
Maximum	230000
Range	230000
Interquartile range (IQR)	0.32

Descriptive statistics

Standard deviation	6779.7129
Coefficient of variation (CV)	18.145294
Kurtosis	873.63978
Mean	373.63478
Median Absolute Deviation (MAD)	0.11
Skewness	27.507003
Sum	578760.28
Variance	45964507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.32	389	24.2%
0.3	279	17.4%
0	170	10.6%
0.02	42	2.6%
0.6	39	2.4%
0.7	32	2.0%
2	26	1.6%
0.4	22	1.4%
0.5	17	1.1%
0.33	16	1.0%
Other values (206)	517	32.2%
(Missing)	56	3.5%

Value	Count	Frequency (%)
0	170	10.6%
0.02	42	2.6%
0.03	1	0.1%
0.04	1	0.1%
0.06	1	0.1%
0.1	1	0.1%
0.11	1	0.1%
0.12	3	0.2%
0.13	1	0.1%
0.14	3	0.2%

Value	Count	Frequency (%)
230000	1	0.1%
70000	3	0.2%
45000	1	0.1%
33000	1	0.1%
17000	1	0.1%
13000	1	0.1%
11000	1	0.1%
7800	1	0.1%
2400	1	0.1%
2300	1	0.1%

nitrate_max
Real number (ℝ)

High correlation Missing Skewed Zeros

Distinct	547
Distinct (%)	35.3%
Missing	56
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%
Mean	13430.24

Minimum	0
Maximum	14000000
Zeros	122
Zeros (%)	7.6%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.67
median	1.43
Q3	3.38
95-th percentile	27.248
Maximum	14000000
Range	14000000
Interquartile range (IQR)	2.71

Descriptive statistics

Standard deviation	371927.94
Coefficient of variation (CV)	27.693321
Kurtosis	1299.9152
Mean	13430.24
Median Absolute Deviation (MAD)	1.1
Skewness	35.105075
Sum	20803441
Variance	1.383304 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	122	7.6%
0.3	93	5.8%
0.32	31	1.9%
1.4	21	1.3%
1.2	19	1.2%
1.3	14	0.9%
1.6	12	0.7%
1	12	0.7%
1.1	12	0.7%
1.42	11	0.7%
Other values (537)	1202	74.9%
(Missing)	56	3.5%

Value	Count	Frequency (%)
0	122	7.6%
0.26	1	0.1%
0.3	93	5.8%
0.31	5	0.3%
0.32	31	1.9%
0.33	9	0.6%
0.34	6	0.4%
0.35	2	0.1%
0.36	4	0.2%
0.37	5	0.3%

Value	Count	Frequency (%)
14000000	1	0.1%
3400000	1	0.1%
2600000	1	0.1%
170000	2	0.1%
130000	1	0.1%
94000	1	0.1%
78000	1	0.1%
49000	2	0.1%
17000	1	0.1%
4900	4	0.2%

fecal_coliform_min
Real number (ℝ)

High correlation Missing Skewed

Distinct	186
Distinct (%)	13.1%
Missing	184
Missing (%)	11.5%
Infinite	0
Infinite (%)	0.0%
Mean	4027.5154

Minimum	0
Maximum	2200000
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	27
Q3	350
95-th percentile	6300
Maximum	2200000
Range	2200000
Interquartile range (IQR)	347

Descriptive statistics

Standard deviation	60217.317
Coefficient of variation (CV)	14.95148
Kurtosis	1248.3795
Mean	4027.5154
Median Absolute Deviation (MAD)	25
Skewness	34.372955
Sum	5723099.4
Variance	3.6261252 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	353	22.0%
4	56	3.5%
130	34	2.1%
7	33	2.1%
1300	31	1.9%
110	29	1.8%
360	29	1.8%
6	28	1.7%
11	26	1.6%
78	23	1.4%
Other values (176)	779	48.5%
(Missing)	184	11.5%

Value	Count	Frequency (%)
0	1	0.1%
1.42	1	0.1%
2	353	22.0%
3	10	0.6%
4	56	3.5%
5	8	0.5%
6	28	1.7%
7	33	2.1%
8	19	1.2%
9	19	1.2%

Value	Count	Frequency (%)
2200000	1	0.1%
310000	1	0.1%
170000	2	0.1%
130000	3	0.2%
110000	4	0.2%
100000	2	0.1%
94000	1	0.1%
82000	1	0.1%
79000	1	0.1%
68000	1	0.1%

fecal_coliform_max
Real number (ℝ)

High correlation Missing Skewed

Distinct	251
Distinct (%)	17.7%
Missing	185
Missing (%)	11.5%
Infinite	0
Infinite (%)	0.0%
Mean	79086.489

Minimum	2
Maximum	24000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	30
median	210
Q3	2300
95-th percentile	92000
Maximum	24000000
Range	23999998
Interquartile range (IQR)	2270

Descriptive statistics

Standard deviation	919614.45
Coefficient of variation (CV)	11.627959
Kurtosis	516.19575
Mean	79086.489
Median Absolute Deviation (MAD)	208
Skewness	21.593384
Sum	1.1230281 × 10⁸
Variance	8.4569073 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	114	7.1%
92000	57	3.6%
6	35	2.2%
170	33	2.1%
1100	31	1.9%
4	27	1.7%
110	25	1.6%
2300	24	1.5%
920	24	1.5%
1600	23	1.4%
Other values (241)	1027	64.0%
(Missing)	185	11.5%

Value	Count	Frequency (%)
2	114	7.1%
3	2	0.1%
4	27	1.7%
5	5	0.3%
6	35	2.2%
7	10	0.6%
8	15	0.9%
9	13	0.8%
10	12	0.7%
11	8	0.5%

Value	Count	Frequency (%)
24000000	1	0.1%
21000000	1	0.1%
7000000	2	0.1%
4800000	1	0.1%
4100000	1	0.1%
4000000	1	0.1%
2700000	1	0.1%
2200000	2	0.1%
1700000	3	0.2%
1400000	1	0.1%

total_coliform_min
Real number (ℝ)

High correlation Missing Skewed

Distinct	206
Distinct (%)	14.9%
Missing	224
Missing (%)	14.0%
Infinite	0
Infinite (%)	0.0%
Mean	6314.8479

Minimum	2
Maximum	3200000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	33
median	170
Q3	1100
95-th percentile	11000
Maximum	3200000
Range	3199998
Interquartile range (IQR)	1067

Descriptive statistics

Standard deviation	89247.465
Coefficient of variation (CV)	14.132956
Kurtosis	1191.541
Mean	6314.8479
Median Absolute Deviation (MAD)	160
Skewness	33.494307
Sum	8720805
Variance	7.9651101 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	76	4.7%
17	51	3.2%
110	43	2.7%
1100	36	2.2%
170	31	1.9%
350	31	1.9%
330	29	1.8%
21	27	1.7%
490	26	1.6%
3300	25	1.6%
Other values (196)	1006	62.7%
(Missing)	224	14.0%

Value	Count	Frequency (%)
2	76	4.7%
3	1	0.1%
4	8	0.5%
5	4	0.2%
6	1	0.1%
7	4	0.2%
8	4	0.2%
9	5	0.3%
10	7	0.4%
11	12	0.7%

Value	Count	Frequency (%)
3200000	1	0.1%
540000	1	0.1%
270000	1	0.1%
220000	3	0.2%
210000	2	0.1%
170000	1	0.1%
150000	1	0.1%
140000	2	0.1%
130000	1	0.1%
120000	1	0.1%

total_coliform_max
Real number (ℝ)

High correlation Missing Skewed

Distinct	254
Distinct (%)	18.4%
Missing	224
Missing (%)	14.0%
Infinite	0
Infinite (%)	0.0%
Mean	360842.84

Minimum	2
Maximum	1.6 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	2
5-th percentile	41
Q1	170
median	1300
Q3	4900
95-th percentile	160000
Maximum	1.6 × 10⁸
Range	1.6 × 10⁸
Interquartile range (IQR)	4730

Descriptive statistics

Standard deviation	5346977.8
Coefficient of variation (CV)	14.818024
Kurtosis	647.27872
Mean	360842.84
Median Absolute Deviation (MAD)	1230
Skewness	24.0201
Sum	4.9832396 × 10⁸
Variance	2.8590171 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1600	79	4.9%
160000	79	4.9%
350	49	3.1%
4900	42	2.6%
49	38	2.4%
280	35	2.2%
92000	29	1.8%
170	28	1.7%
920	26	1.6%
2000	25	1.6%
Other values (244)	951	59.3%
(Missing)	224	14.0%

Value	Count	Frequency (%)
2	18	1.1%
4	5	0.3%
6	1	0.1%
16	1	0.1%
17	1	0.1%
20	2	0.1%
21	1	0.1%
22	1	0.1%
23	1	0.1%
24	1	0.1%

Value	Count	Frequency (%)
160000000	1	0.1%
92000000	1	0.1%
54000000	1	0.1%
35000000	1	0.1%
28000000	1	0.1%
14000000	1	0.1%
9400000	1	0.1%
9200000	1	0.1%
7900000	1	0.1%
6300000	1	0.1%

fecal_streptococci_min
Real number (ℝ)

High correlation Missing

Distinct	75
Distinct (%)	8.9%
Missing	766
Missing (%)	47.7%
Infinite	0
Infinite (%)	0.0%
Mean	115.96377

Minimum	1.8
Maximum	17000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	1.8
5-th percentile	2
Q1	2
median	2
Q3	17
95-th percentile	240
Maximum	17000
Range	16998.2
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	772.46797
Coefficient of variation (CV)	6.6612873
Kurtosis	293.4359
Mean	115.96377
Median Absolute Deviation (MAD)	0
Skewness	15.269753
Sum	97293.6
Variance	596706.76
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	518	32.3%
4	29	1.8%
17	24	1.5%
120	23	1.4%
210	18	1.1%
14	13	0.8%
240	12	0.7%
6	12	0.7%
110	11	0.7%
5	11	0.7%
Other values (65)	168	10.5%
(Missing)	766	47.7%

Value	Count	Frequency (%)
1.8	1	0.1%
2	518	32.3%
2.8	1	0.1%
3	2	0.1%
4	29	1.8%
5	11	0.7%
6	12	0.7%
7	9	0.6%
8	4	0.2%
9	5	0.3%

Value	Count	Frequency (%)
17000	1	0.1%
7900	1	0.1%
6300	1	0.1%
4900	1	0.1%
4600	1	0.1%
4100	1	0.1%
3400	1	0.1%
2700	1	0.1%
2400	1	0.1%
2000	1	0.1%

fecal_streptococci_max
Real number (ℝ)

High correlation Missing Skewed

Distinct	108
Distinct (%)	12.9%
Missing	767
Missing (%)	47.8%
Infinite	0
Infinite (%)	0.0%
Mean	1375.8229

Minimum	2
Maximum	540000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.1 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	2
median	6
Q3	220
95-th percentile	1430
Maximum	540000
Range	539998
Interquartile range (IQR)	218

Descriptive statistics

Standard deviation	19792.548
Coefficient of variation (CV)	14.385971
Kurtosis	661.27308
Mean	1375.8229
Median Absolute Deviation (MAD)	4
Skewness	24.806712
Sum	1152939.6
Variance	3.9174496 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	364	22.7%
290	32	2.0%
540	22	1.4%
4	21	1.3%
490	19	1.2%
240	18	1.1%
6	15	0.9%
17	14	0.9%
3	14	0.9%
20	12	0.7%
Other values (98)	307	19.1%
(Missing)	767	47.8%

Value	Count	Frequency (%)
2	364	22.7%
2.6	1	0.1%
3	14	0.9%
4	21	1.3%
5	8	0.5%
6	15	0.9%
7	5	0.3%
8	3	0.2%
9	4	0.2%
11	2	0.1%

Value	Count	Frequency (%)
540000	1	0.1%
130000	2	0.1%
35000	2	0.1%
17000	1	0.1%
16000	1	0.1%
13000	1	0.1%
11000	1	0.1%
9800	1	0.1%
9400	2	0.1%
9200	1	0.1%

Interactions

Correlations

	bod_max	bod_min	conductivity_max	conductivity_min	do_max	do_min	fecal_coliform_max	fecal_coliform_min	fecal_streptococci_max	fecal_streptococci_min	nitrate_max	nitrate_min	ph_max	ph_min	station_code	temp_max	temp_min	total_coliform_max	total_coliform_min
bod_max	1.000	0.698	0.537	0.544	-0.390	-0.558	0.278	0.276	0.344	0.332	0.154	-0.013	0.047	0.021	-0.060	0.245	0.260	0.284	0.382
bod_min	0.698	1.000	0.365	0.422	-0.404	-0.418	0.150	0.228	0.280	0.373	0.129	0.043	-0.153	-0.063	-0.108	0.141	0.287	0.163	0.345
conductivity_max	0.537	0.365	1.000	0.797	-0.336	-0.426	-0.078	-0.115	-0.065	-0.056	0.229	0.002	0.236	0.144	-0.064	0.263	0.382	-0.033	-0.012
conductivity_min	0.544	0.422	0.797	1.000	-0.355	-0.402	-0.060	-0.029	0.018	0.051	0.168	0.090	0.192	0.246	-0.050	0.252	0.377	-0.050	0.054
do_max	-0.390	-0.404	-0.336	-0.355	1.000	0.562	0.175	0.058	-0.044	-0.159	-0.264	-0.122	0.159	0.042	0.066	-0.100	-0.343	0.193	0.034
do_min	-0.558	-0.418	-0.426	-0.402	0.562	1.000	-0.216	-0.217	-0.326	-0.364	-0.178	-0.008	0.089	0.180	0.077	-0.310	-0.337	-0.209	-0.292
fecal_coliform_max	0.278	0.150	-0.078	-0.060	0.175	-0.216	1.000	0.828	0.750	0.524	-0.160	-0.106	-0.018	-0.070	0.108	0.324	-0.108	0.921	0.793
fecal_coliform_min	0.276	0.228	-0.115	-0.029	0.058	-0.217	0.828	1.000	0.752	0.658	-0.185	-0.047	-0.028	-0.040	0.031	0.277	-0.106	0.704	0.873
fecal_streptococci_max	0.344	0.280	-0.065	0.018	-0.044	-0.326	0.750	0.752	1.000	0.757	-0.090	0.036	-0.134	-0.232	0.002	0.434	0.208	0.656	0.754
fecal_streptococci_min	0.332	0.373	-0.056	0.051	-0.159	-0.364	0.524	0.658	0.757	1.000	0.093	0.232	-0.174	-0.187	-0.029	0.286	0.222	0.431	0.650
nitrate_max	0.154	0.129	0.229	0.168	-0.264	-0.178	-0.160	-0.185	-0.090	0.093	1.000	0.580	0.122	-0.009	-0.027	-0.124	0.131	-0.168	-0.200
nitrate_min	-0.013	0.043	0.002	0.090	-0.122	-0.008	-0.106	-0.047	0.036	0.232	0.580	1.000	0.019	0.036	0.032	-0.136	0.057	-0.178	-0.116
ph_max	0.047	-0.153	0.236	0.192	0.159	0.089	-0.018	-0.028	-0.134	-0.174	0.122	0.019	1.000	0.520	-0.057	0.003	0.031	-0.025	-0.086
ph_min	0.021	-0.063	0.144	0.246	0.042	0.180	-0.070	-0.040	-0.232	-0.187	-0.009	0.036	0.520	1.000	0.043	-0.102	0.002	-0.104	-0.105
station_code	-0.060	-0.108	-0.064	-0.050	0.066	0.077	0.108	0.031	0.002	-0.029	-0.027	0.032	-0.057	0.043	1.000	-0.106	-0.086	0.105	0.018
temp_max	0.245	0.141	0.263	0.252	-0.100	-0.310	0.324	0.277	0.434	0.286	-0.124	-0.136	0.003	-0.102	-0.106	1.000	0.427	0.321	0.325
temp_min	0.260	0.287	0.382	0.377	-0.343	-0.337	-0.108	-0.106	0.208	0.222	0.131	0.057	0.031	0.002	-0.086	0.427	1.000	-0.064	0.020
total_coliform_max	0.284	0.163	-0.033	-0.050	0.193	-0.209	0.921	0.704	0.656	0.431	-0.168	-0.178	-0.025	-0.104	0.105	0.321	-0.064	1.000	0.775
total_coliform_min	0.382	0.345	-0.012	0.054	0.034	-0.292	0.793	0.873	0.754	0.650	-0.200	-0.116	-0.086	-0.105	0.018	0.325	0.020	0.775	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	station_code	monitoring_location	state_name	temp_min	temp_max	do_min	do_max	ph_min	ph_max	conductivity_min	conductivity_max	bod_min	bod_max	nitrate_min	nitrate_max	fecal_coliform_min	fecal_coliform_max	total_coliform_min	total_coliform_max	fecal_streptococci_min	fecal_streptococci_max
0	1986	mg/L mg/L Ml 100 mL	NaN	100.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	1001	RIVER BEAS AT U/S MANALI	HIMACHAL PRADESH	2.0	24.0	7.8	9.2	7.2	8.2	68.0	380.0	1.0	2.8	0.32	1.15	2.0	170.0	63.0	540.0	2.0	2.0
2	2601	RIVER BEAS AT D/S MANALI	HIMACHAL PRADESH	2.0	13.0	7.6	9.0	6.5	8.1	58.0	135.0	1.0	2.8	0.32	1.87	110.0	1600.0	920.0	1600.0	2.0	2.0
3	4444	RIVER BEAS D/S OF WASTE PROCESSING FACILITY AT MANALI	HIMACHAL PRADESH	2.0	13.0	7.8	8.8	6.7	7.8	62.0	113.0	1.0	2.8	0.32	1.08	110.0	1600.0	350.0	1600.0	2.0	2.0
4	4037	RIVER BEAS D/S MANALSU NALLAH	HIMACHAL PRADESH	2.0	14.0	7.9	8.9	6.3	8.0	52.0	137.0	1.0	1.0	0.32	1.74	22.0	110.0	79.0	540.0	2.0	2.0
5	3866	RIVER BEAS U/S BEFORE CONF. OF MANALSU NALLAH	HIMACHAL PRADESH	2.0	13.0	7.8	9.1	7.0	7.8	51.0	113.0	1.0	1.0	0.32	0.97	23.0	120.0	110.0	430.0	2.0	2.0
6	2602	RIVER BEAS, U/S KULLU	HIMACHAL PRADESH	4.0	16.0	7.6	8.7	6.7	7.8	44.0	128.0	1.0	1.0	0.32	0.90	49.0	220.0	240.0	920.0	2.0	2.0
7	4445	RIVER BEAS D/S OF WASTE PROCESSING FACILITY AT KULLU	HIMACHAL PRADESH	4.0	16.0	7.6	8.4	6.6	7.7	73.0	170.0	1.0	1.6	0.32	0.96	47.0	150.0	280.0	920.0	2.0	2.0
8	1002	RIVER BEAS D/S KULLU	HIMACHAL PRADESH	4.0	16.0	7.5	8.4	7.2	8.0	77.0	144.0	1.0	1.6	0.32	2.65	110.0	540.0	540.0	1600.0	2.0	2.0
9	1003	RIVER BEAS D/S AUT	HIMACHAL PRADESH	5.0	16.0	7.5	8.1	7.2	8.2	61.0	129.0	1.0	1.0	0.32	0.77	34.0	280.0	170.0	1600.0	2.0	2.0

	station_code	monitoring_location	state_name	temp_min	temp_max	do_min	do_max	ph_min	ph_max	conductivity_min	conductivity_max	bod_min	bod_max	nitrate_min	nitrate_max	fecal_coliform_min	fecal_coliform_max	total_coliform_min	total_coliform_max	fecal_streptococci_min	fecal_streptococci_max
1601	30068	RIVER SUBARNAREKHA AT GOPIBALLAVPUR (WEST BENGAL)	WEST BENGAL	25.0	35.0	6.8	12.5	7.0	8.2	153.0	393.0	1.0	1.0	0.32	0.37	110.00	2200000.0	1400.0	35000000.0	2.0	78.0
1602	30069	RIVER SUBARNAREKHA AT LAKHANNATH (ORISSA)	ODISHA	24.0	31.0	7.2	9.2	7.0	8.5	152.0	334.0	1.0	1.0	0.32	0.32	170.00	1100000.0	1700.0	28000000.0	2.0	78.0
1603	4086	RIVER SUBARNAREKHA U/S HINDALCO IND LTD, MURLI WORKS, CHHOTAMURI, RANCHI	JHARKHAND	15.0	27.0	7.4	7.9	6.7	7.4	2.0	2.8	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1604	4756	RIVER SUBARNAREKHA AT RUCCA DAM, RUCCA, RANCHI	JHARKHAND	8.6	23.0	7.6	8.0	7.2	7.3	1.7	3.1	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1605	2423	RIVER BUDHABALANGA AT D/S OF BARIPADA TOWN	ODISHA	20.0	30.0	5.2	9.2	7.2	8.4	146.0	326.0	1.3	2.2	0.00	0.87	780.00	4900.0	2800.0	17000.0	5.0	49.0
1606	3943	RIVER BUDHABALANGA AT BALASORE U/S	ODISHA	21.0	30.0	5.6	9.6	6.9	8.5	125.0	383.0	1.1	2.4	0.32	0.86	230.00	2300.0	1300.0	4900.0	NaN	NaN
1607	3942	RIVER SONO AT KANAKDURGA ROAD NEAR REMUNA, HATOGOND	ODISHA	20.0	30.0	3.2	9.6	6.9	8.5	120.0	433.0	1.1	1.8	0.32	0.93	78.00	13000.0	490.0	35000.0	NaN	NaN
1608	2115	20.0 22.0 6.6 7.7 7.7 8.6 202 572 1.0 1.8 0.57 1.42 2 2 37 63	NaN	2115.0	20.0	22.0	6.6	7.7	7.7	8.6	202.0	572.0	1.0	1.80	0.57	1.42	2.0	2.0	37.0	63.0	NaN
1609	4753	RIVER HARMU NEAR HARMU BRIDGE, HARMU, RANCHI	JHARKHAND	11.0	24.0	2.9	3.6	6.5	6.6	2.5	11.7	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1610	4754	RIVER HARMU BEFORE METTING TO SWARNREKHA RIVER	JHARKHAND	11.4	25.0	3.1	4.8	6.5	6.7	4.5	11.1	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample